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Event-based vision

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An event camera, also known as a neuromorphic camera, silicon retina or dynamic vision sensor, is an imaging sensor that responds to local changes in brightness. Event cameras do not capture images using a shutter as conventional cameras do. Instead, each pixel inside an event camera operates independently and asynchronously, reporting changes in brightness as they occur and staying silent otherwise. Modern event cameras have microsecond temporal resolution, 120 dB dynamic range, and less under/overexposure and motion blur than frame cameras.

논문

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Event-based vision

논문

Event-Priori-Based Vision-Language Model for Efficient Visual Understanding

Egocentric Event-Based Vision for Ping Pong Ball Trajectory Prediction

Spatio-Temporal State Space Model For Efficient Event-Based Optical Flow

Learning from Noise: Enhancing DNNs for Event-Based Vision through Controlled Noise Injection

EV-Flying: an Event-based Dataset for In-The-Wild Recognition of Flying Objects

V2V: Scaling Event-Based Vision through Efficient Video-to-Voxel Simulation

Dynamic Graph Induced Contour-aware Heat Conduction Network for Event-based Object Detection

eStonefish-scenes: A synthetically generated dataset for underwater event-based optical flow prediction tasks

Planar Velocity Estimation for Fast-Moving Mobile Robots Using Event-Based Optical Flow

Maximizing Asynchronicity in Event-based Neural Networks

MTevent: A Multi-Task Event Camera Dataset for 6D Pose Estimation and Moving Object Detection

Nonlinear Motion-Guided and Spatio-Temporal Aware Network for Unsupervised Event-Based Optical Flow

RGB-Event Fusion with Self-Attention for Collision Prediction

Quantitative evaluation of brain-inspired vision sensors in high-speed robotic perception

NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results

Towards Low-Latency Event-based Obstacle Avoidance on a FPGA-Drone

Perturbed State Space Feature Encoders for Optical Flow with Event Cameras

Towards Mobile Sensing with Event Cameras on High-agility Resource-constrained Devices: A Survey

Coupled Video Frame Interpolation and Encoding with Hybrid Event Cameras for Low-Power High-Framerate Video

EventMamba: Enhancing Spatio-Temporal Locality with State Space Models for Event-Based Video Reconstruction

Event-Based Crossing Dataset (EBCD)

Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing

ST-FlowNet: An Efficient Spiking Neural Network for Event-Based Optical Flow Estimation

BAT: Learning Event-based Optical Flow with Bidirectional Adaptive Temporal Correlation

Technical report of a DMD-based Characterization Method for Vision Sensors

Event Vision Sensor: A Review

GraNNite: Enabling High-Performance Execution of Graph Neural Networks on Resource-Constrained Neural Processing Units

STEMS: Spatial-Temporal Mapping Tool For Spiking Neural Networks

EventVL: Understand Event Streams via Multimodal Large Language Model

Event-based vision for egomotion estimation using precise event timing

eCARLA-scenes: A synthetically generated dataset for event-based optical flow prediction

EvRepSL: Event-Stream Representation via Self-Supervised Learning for Event-Based Vision

Low-Latency Scalable Streaming for Event-Based Vision

GERD: Geometric event response data generation

EvRT-DETR: Latent Space Adaptation of Image Detectors for Event-based Vision

STREAM: A Universal State-Space Model for Sparse Geometric Data